Dataset statistics
| Number of variables | 34 |
|---|---|
| Number of observations | 2509 |
| Missing cells | 10929 |
| Missing cells (%) | 12.8% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 666.6 KiB |
| Average record size in memory | 272.1 B |
Variable types
| CAT | 22 |
|---|---|
| NUM | 9 |
| BOOL | 3 |
Sex has constant value "2509" | Constant |
Relapse Free Status (Months) is highly correlated with Overall Survival (Months) | High correlation |
Overall Survival (Months) is highly correlated with Relapse Free Status (Months) | High correlation |
Tumor Other Histologic Subtype is highly correlated with Cancer Type Detailed and 1 other fields | High correlation |
Cancer Type Detailed is highly correlated with Tumor Other Histologic Subtype and 1 other fields | High correlation |
Oncotree Code is highly correlated with Cancer Type Detailed and 1 other fields | High correlation |
Patient's Vital Status is highly correlated with Overall Survival Status | High correlation |
Overall Survival Status is highly correlated with Patient's Vital Status | High correlation |
Type of Breast Surgery has 554 (22.1%) missing values | Missing |
Cellularity has 592 (23.6%) missing values | Missing |
Chemotherapy has 529 (21.1%) missing values | Missing |
Pam50 + Claudin-low subtype has 529 (21.1%) missing values | Missing |
ER status measured by IHC has 83 (3.3%) missing values | Missing |
ER Status has 40 (1.6%) missing values | Missing |
Neoplasm Histologic Grade has 121 (4.8%) missing values | Missing |
HER2 status measured by SNP6 has 529 (21.1%) missing values | Missing |
HER2 Status has 529 (21.1%) missing values | Missing |
Tumor Other Histologic Subtype has 135 (5.4%) missing values | Missing |
Hormone Therapy has 529 (21.1%) missing values | Missing |
Inferred Menopausal State has 529 (21.1%) missing values | Missing |
Integrative Cluster has 529 (21.1%) missing values | Missing |
Primary Tumor Laterality has 639 (25.5%) missing values | Missing |
Lymph nodes examined positive has 266 (10.6%) missing values | Missing |
Mutation Count has 152 (6.1%) missing values | Missing |
Nottingham prognostic index has 222 (8.8%) missing values | Missing |
Overall Survival (Months) has 528 (21.0%) missing values | Missing |
Overall Survival Status has 528 (21.0%) missing values | Missing |
PR Status has 529 (21.1%) missing values | Missing |
Radio Therapy has 529 (21.1%) missing values | Missing |
Relapse Free Status (Months) has 121 (4.8%) missing values | Missing |
3-Gene classifier subtype has 745 (29.7%) missing values | Missing |
Tumor Size has 149 (5.9%) missing values | Missing |
Tumor Stage has 721 (28.7%) missing values | Missing |
Patient's Vital Status has 529 (21.1%) missing values | Missing |
Patient ID has unique values | Unique |
Lymph nodes examined positive has 1196 (47.7%) zeros | Zeros |
Reproduction
| Analysis started | 2022-07-02 13:54:06.565111 |
|---|---|
| Analysis finished | 2022-07-02 13:54:37.709955 |
| Duration | 31.14 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 2509 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| MB-0000 | 1 |
|---|---|
| MB-6195 | 1 |
| MB-6185 | 1 |
| MB-6187 | 1 |
| MB-6188 | 1 |
| Other values (2504) |
| Value | Count | Frequency (%) | |
| MB-0000 | 1 | < 0.1% | |
| MB-6195 | 1 | < 0.1% | |
| MB-6185 | 1 | < 0.1% | |
| MB-6187 | 1 | < 0.1% | |
| MB-6188 | 1 | < 0.1% | |
| MB-6189 | 1 | < 0.1% | |
| MB-6190 | 1 | < 0.1% | |
| MB-6192 | 1 | < 0.1% | |
| MB-6194 | 1 | < 0.1% | |
| MB-6200 | 1 | < 0.1% | |
| Other values (2499) | 2499 | 99.6% |
Unique
| Unique | 2509 ? |
|---|---|
| Unique (%) | 100.0% |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 7.417696293 |
| Min length | 7 |
Age at Diagnosis
Real number (ℝ≥0)
| Distinct | 1843 |
|---|---|
| Distinct (%) | 73.8% |
| Missing | 11 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 60.42030024 |
|---|---|
| Minimum | 21.93 |
| Maximum | 96.29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 19.6 KiB |
Quantile statistics
| Minimum | 21.93 |
|---|---|
| 5-th percentile | 38.1685 |
| Q1 | 50.92 |
| median | 61.11 |
| Q3 | 70 |
| 95-th percentile | 81.0245 |
| Maximum | 96.29 |
| Range | 74.36 |
| Interquartile range (IQR) | 19.08 |
Descriptive statistics
| Standard deviation | 13.03299717 |
|---|---|
| Coefficient of variation (CV) | 0.2157056009 |
| Kurtosis | -0.5817580852 |
| Mean | 60.42030024 |
| Median Absolute Deviation (MAD) | 9.57 |
| Skewness | -0.1552842184 |
| Sum | 150929.91 |
| Variance | 169.8590152 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 45 | 11 | 0.4% | |
| 52 | 11 | 0.4% | |
| 64 | 10 | 0.4% | |
| 47 | 10 | 0.4% | |
| 43 | 9 | 0.4% | |
| 60 | 9 | 0.4% | |
| 65 | 8 | 0.3% | |
| 63 | 8 | 0.3% | |
| 49 | 8 | 0.3% | |
| 46 | 8 | 0.3% | |
| Other values (1833) | 2406 | 95.9% | |
| (Missing) | 11 | 0.4% |
| Value | Count | Frequency (%) | |
| 21.93 | 1 | < 0.1% | |
| 26.36 | 1 | < 0.1% | |
| 26.72 | 1 | < 0.1% | |
| 27 | 1 | < 0.1% | |
| 27.56 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 96.29 | 1 | < 0.1% | |
| 92.14 | 1 | < 0.1% | |
| 90.43 | 1 | < 0.1% | |
| 90.23 | 1 | < 0.1% | |
| 90.08 | 1 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 554 |
| Missing (%) | 22.1% |
| Memory size | 19.6 KiB |
| Mastectomy | |
|---|---|
| Breast Conserving |
| Value | Count | Frequency (%) | |
| Mastectomy | 1170 | 46.6% | |
| Breast Conserving | 785 | 31.3% | |
| (Missing) | 554 | 22.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 17 |
|---|---|
| Median length | 10 |
| Mean length | 10.64447987 |
| Min length | 3 |
Cancer Type
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| Breast Cancer | |
|---|---|
| Breast Sarcoma | 3 |
| Value | Count | Frequency (%) | |
| Breast Cancer | 2506 | 99.9% | |
| Breast Sarcoma | 3 | 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 14 |
|---|---|
| Median length | 13 |
| Mean length | 13.0011957 |
| Min length | 13 |
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| Breast Invasive Ductal Carcinoma | |
|---|---|
| Breast Mixed Ductal and Lobular Carcinoma | |
| Breast Invasive Lobular Carcinoma | |
| Invasive Breast Carcinoma | 133 |
| Breast Invasive Mixed Mucinous Carcinoma | 25 |
| Other values (3) | 25 |
| Value | Count | Frequency (%) | |
| Breast Invasive Ductal Carcinoma | 1865 | 74.3% | |
| Breast Mixed Ductal and Lobular Carcinoma | 269 | 10.7% | |
| Breast Invasive Lobular Carcinoma | 192 | 7.7% | |
| Invasive Breast Carcinoma | 133 | 5.3% | |
| Breast Invasive Mixed Mucinous Carcinoma | 25 | 1.0% | |
| Breast | 21 | 0.8% | |
| Breast Angiosarcoma | 2 | 0.1% | |
| Metaplastic Breast Cancer | 2 | 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 41 |
|---|---|
| Median length | 32 |
| Mean length | 32.51654045 |
| Min length | 6 |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 592 |
| Missing (%) | 23.6% |
| Memory size | 19.6 KiB |
| High | |
|---|---|
| Moderate | |
| Low |
| Value | Count | Frequency (%) | |
| High | 965 | 38.5% | |
| Moderate | 737 | 29.4% | |
| Low | 215 | 8.6% | |
| (Missing) | 592 | 23.6% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 8 |
|---|---|
| Median length | 4 |
| Mean length | 4.853328019 |
| Min length | 3 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 529 |
| Missing (%) | 21.1% |
| Memory size | 19.6 KiB |
| No | |
|---|---|
| Yes | |
| (Missing) |
| Value | Count | Frequency (%) | |
| No | 1568 | 62.5% | |
| Yes | 412 | 16.4% | |
| (Missing) | 529 | 21.1% |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 529 |
| Missing (%) | 21.1% |
| Memory size | 19.6 KiB |
| LumA | |
|---|---|
| LumB | |
| Her2 | |
| claudin-low | |
| Basal | |
| Other values (2) |
| Value | Count | Frequency (%) | |
| LumA | 700 | 27.9% | |
| LumB | 475 | 18.9% | |
| Her2 | 224 | 8.9% | |
| claudin-low | 218 | 8.7% | |
| Basal | 209 | 8.3% | |
| Normal | 148 | 5.9% | |
| NC | 6 | 0.2% | |
| (Missing) | 529 | 21.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 11 |
|---|---|
| Median length | 4 |
| Mean length | 4.593862096 |
| Min length | 2 |
Cohort
Real number (ℝ≥0)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 11 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.900320256 |
|---|---|
| Minimum | 1 |
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 19.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 7 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.962216157 |
|---|---|
| Coefficient of variation (CV) | 0.6765515474 |
| Kurtosis | 1.198078033 |
| Mean | 2.900320256 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.241724011 |
| Sum | 7245 |
| Variance | 3.850292248 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1 | 809 | 32.2% | |
| 3 | 763 | 30.4% | |
| 2 | 288 | 11.5% | |
| 4 | 238 | 9.5% | |
| 5 | 170 | 6.8% | |
| 7 | 105 | 4.2% | |
| 8 | 82 | 3.3% | |
| 9 | 40 | 1.6% | |
| 6 | 3 | 0.1% | |
| (Missing) | 11 | 0.4% |
| Value | Count | Frequency (%) | |
| 1 | 809 | 32.2% | |
| 2 | 288 | 11.5% | |
| 3 | 763 | 30.4% | |
| 4 | 238 | 9.5% | |
| 5 | 170 | 6.8% |
| Value | Count | Frequency (%) | |
| 9 | 40 | 1.6% | |
| 8 | 82 | 3.3% | |
| 7 | 105 | 4.2% | |
| 6 | 3 | 0.1% | |
| 5 | 170 | 6.8% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 83 |
| Missing (%) | 3.3% |
| Memory size | 19.6 KiB |
| Positve | |
|---|---|
| Negative |
| Value | Count | Frequency (%) | |
| Positve | 1817 | 72.4% | |
| Negative | 609 | 24.3% | |
| (Missing) | 83 | 3.3% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.110402551 |
| Min length | 3 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 40 |
| Missing (%) | 1.6% |
| Memory size | 19.6 KiB |
| Positive | |
|---|---|
| Negative |
| Value | Count | Frequency (%) | |
| Positive | 1825 | 72.7% | |
| Negative | 644 | 25.7% | |
| (Missing) | 40 | 1.6% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 7.920286967 |
| Min length | 3 |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 121 |
| Missing (%) | 4.8% |
| Memory size | 19.6 KiB |
| 3 | |
|---|---|
| 2 | |
| 1 |
| Value | Count | Frequency (%) | |
| 3 | 1198 | 47.7% | |
| 2 | 976 | 38.9% | |
| 1 | 214 | 8.5% | |
| (Missing) | 121 | 4.8% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 529 |
| Missing (%) | 21.1% |
| Memory size | 19.6 KiB |
| Neutral | |
|---|---|
| Gain | |
| Loss | 101 |
| Undef | 5 |
| Value | Count | Frequency (%) | |
| Neutral | 1436 | 57.2% | |
| Gain | 438 | 17.5% | |
| Loss | 101 | 4.0% | |
| Undef | 5 | 0.2% | |
| (Missing) | 529 | 21.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 5.508170586 |
| Min length | 3 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 529 |
| Missing (%) | 21.1% |
| Memory size | 19.6 KiB |
| Negative | |
|---|---|
| Positive |
| Value | Count | Frequency (%) | |
| Negative | 1733 | 69.1% | |
| Positive | 247 | 9.8% | |
| (Missing) | 529 | 21.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 6.945795138 |
| Min length | 3 |
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 135 |
| Missing (%) | 5.4% |
| Memory size | 19.6 KiB |
| Ductal/NST | |
|---|---|
| Mixed | |
| Lobular | |
| Medullary | 32 |
| Mucinous | 25 |
| Other values (3) | 46 |
| Value | Count | Frequency (%) | |
| Ductal/NST | 1810 | 72.1% | |
| Mixed | 269 | 10.7% | |
| Lobular | 192 | 7.7% | |
| Medullary | 32 | 1.3% | |
| Mucinous | 25 | 1.0% | |
| Tubular/ cribriform | 23 | 0.9% | |
| Other | 21 | 0.8% | |
| Metaplastic | 2 | 0.1% | |
| (Missing) | 135 | 5.4% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 19 |
|---|---|
| Median length | 10 |
| Mean length | 8.86648067 |
| Min length | 3 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 529 |
| Missing (%) | 21.1% |
| Memory size | 19.6 KiB |
| Yes | |
|---|---|
| No | |
| (Missing) |
| Value | Count | Frequency (%) | |
| Yes | 1216 | 48.5% | |
| No | 764 | 30.5% | |
| (Missing) | 529 | 21.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 529 |
| Missing (%) | 21.1% |
| Memory size | 19.6 KiB |
| Post | |
|---|---|
| Pre |
| Value | Count | Frequency (%) | |
| Post | 1556 | 62.0% | |
| Pre | 424 | 16.9% | |
| (Missing) | 529 | 21.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.620167397 |
| Min length | 3 |
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 529 |
| Missing (%) | 21.1% |
| Memory size | 19.6 KiB |
| 8 | |
|---|---|
| 3 | |
| 4ER+ | |
| 10 | |
| 7 | |
| Other values (6) |
| Value | Count | Frequency (%) | |
| 8 | 299 | 11.9% | |
| 3 | 290 | 11.6% | |
| 4ER+ | 260 | 10.4% | |
| 10 | 226 | 9.0% | |
| 7 | 190 | 7.6% | |
| 5 | 190 | 7.6% | |
| 9 | 146 | 5.8% | |
| 1 | 139 | 5.5% | |
| 6 | 85 | 3.4% | |
| 4ER- | 83 | 3.3% | |
| (Missing) | 529 | 21.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 4 |
|---|---|
| Median length | 1 |
| Mean length | 1.921881228 |
| Min length | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 639 |
| Missing (%) | 25.5% |
| Memory size | 19.6 KiB |
| Left | |
|---|---|
| Right |
| Value | Count | Frequency (%) | |
| Left | 973 | 38.8% | |
| Right | 897 | 35.8% | |
| (Missing) | 639 | 25.5% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 4.102829813 |
| Min length | 3 |
| Distinct | 32 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 266 |
| Missing (%) | 10.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.950512706 |
|---|---|
| Minimum | 0 |
| Maximum | 45 |
| Zeros | 1196 |
| Zeros (%) | 47.7% |
| Memory size | 19.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 10 |
| Maximum | 45 |
| Range | 45 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 4.017774231 |
|---|---|
| Coefficient of variation (CV) | 2.059855452 |
| Kurtosis | 20.49639915 |
| Mean | 1.950512706 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.831165202 |
| Sum | 4375 |
| Variance | 16.14250977 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 1196 | 47.7% | |
| 1 | 379 | 15.1% | |
| 2 | 189 | 7.5% | |
| 3 | 127 | 5.1% | |
| 4 | 63 | 2.5% | |
| 6 | 52 | 2.1% | |
| 5 | 49 | 2.0% | |
| 7 | 29 | 1.2% | |
| 8 | 22 | 0.9% | |
| 9 | 18 | 0.7% | |
| Other values (22) | 119 | 4.7% | |
| (Missing) | 266 | 10.6% |
| Value | Count | Frequency (%) | |
| 0 | 1196 | 47.7% | |
| 1 | 379 | 15.1% | |
| 2 | 189 | 7.5% | |
| 3 | 127 | 5.1% | |
| 4 | 63 | 2.5% |
| Value | Count | Frequency (%) | |
| 45 | 1 | < 0.1% | |
| 41 | 1 | < 0.1% | |
| 33 | 1 | < 0.1% | |
| 31 | 1 | < 0.1% | |
| 30 | 1 | < 0.1% |
| Distinct | 32 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 152 |
| Missing (%) | 6.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.578701739 |
|---|---|
| Minimum | 1 |
| Maximum | 80 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 19.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 12 |
| Maximum | 80 |
| Range | 79 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.967966534 |
|---|---|
| Coefficient of variation (CV) | 0.7112706001 |
| Kurtosis | 63.00016081 |
| Mean | 5.578701739 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 4.809036039 |
| Sum | 13149 |
| Variance | 15.74475842 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 5 | 327 | 13.0% | |
| 4 | 321 | 12.8% | |
| 3 | 306 | 12.2% | |
| 6 | 292 | 11.6% | |
| 2 | 251 | 10.0% | |
| 7 | 209 | 8.3% | |
| 1 | 151 | 6.0% | |
| 8 | 146 | 5.8% | |
| 9 | 114 | 4.5% | |
| 10 | 64 | 2.6% | |
| Other values (22) | 176 | 7.0% | |
| (Missing) | 152 | 6.1% |
| Value | Count | Frequency (%) | |
| 1 | 151 | 6.0% | |
| 2 | 251 | 10.0% | |
| 3 | 306 | 12.2% | |
| 4 | 321 | 12.8% | |
| 5 | 327 | 13.0% |
| Value | Count | Frequency (%) | |
| 80 | 1 | < 0.1% | |
| 46 | 1 | < 0.1% | |
| 40 | 1 | < 0.1% | |
| 35 | 1 | < 0.1% | |
| 31 | 1 | < 0.1% |
| Distinct | 436 |
|---|---|
| Distinct (%) | 19.1% |
| Missing | 222 |
| Missing (%) | 8.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.028786847 |
|---|---|
| Minimum | 1 |
| Maximum | 7.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 19.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2.032 |
| Q1 | 3.048 |
| median | 4.044 |
| Q3 | 5.04 |
| 95-th percentile | 6.064 |
| Maximum | 7.2 |
| Range | 6.2 |
| Interquartile range (IQR) | 1.992 |
Descriptive statistics
| Standard deviation | 1.189091744 |
|---|---|
| Coefficient of variation (CV) | 0.2951488349 |
| Kurtosis | -0.282896361 |
| Mean | 4.028786847 |
| Median Absolute Deviation (MAD) | 0.996 |
| Skewness | -0.07257616222 |
| Sum | 9213.83552 |
| Variance | 1.413939176 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 4.04 | 87 | 3.5% | |
| 3.04 | 75 | 3.0% | |
| 3.03 | 61 | 2.4% | |
| 4.03 | 60 | 2.4% | |
| 4.05 | 58 | 2.3% | |
| 4.06 | 50 | 2.0% | |
| 5.06 | 48 | 1.9% | |
| 5.05 | 48 | 1.9% | |
| 3.05 | 43 | 1.7% | |
| 5.04 | 39 | 1.6% | |
| Other values (426) | 1718 | 68.5% | |
| (Missing) | 222 | 8.8% |
| Value | Count | Frequency (%) | |
| 1 | 5 | 0.2% | |
| 1.02 | 2 | 0.1% | |
| 1.022 | 1 | < 0.1% | |
| 1.024 | 2 | 0.1% | |
| 1.028 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 7.2 | 1 | < 0.1% | |
| 7.1 | 1 | < 0.1% | |
| 7.06 | 1 | < 0.1% | |
| 7 | 3 | 0.1% | |
| 6.9 | 2 | 0.1% |
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| IDC | |
|---|---|
| MDLC | |
| ILC | |
| BRCA | 133 |
| IMMC | 25 |
| Other values (3) | 25 |
| Value | Count | Frequency (%) | |
| IDC | 1865 | 74.3% | |
| MDLC | 269 | 10.7% | |
| ILC | 192 | 7.7% | |
| BRCA | 133 | 5.3% | |
| IMMC | 25 | 1.0% | |
| BREAST | 21 | 0.8% | |
| PBS | 2 | 0.1% | |
| MBC | 2 | 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.195296931 |
| Min length | 3 |
| Distinct | 1743 |
|---|---|
| Distinct (%) | 88.0% |
| Missing | 528 |
| Missing (%) | 21.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 125.2442706 |
|---|---|
| Minimum | 0 |
| Maximum | 355.2 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 19.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 19.1 |
| Q1 | 60.86666667 |
| median | 116.4666667 |
| Q3 | 185.1333333 |
| 95-th percentile | 259.9666667 |
| Maximum | 355.2 |
| Range | 355.2 |
| Interquartile range (IQR) | 124.2666666 |
Descriptive statistics
| Standard deviation | 76.11177154 |
|---|---|
| Coefficient of variation (CV) | 0.6077066136 |
| Kurtosis | -0.7891674916 |
| Mean | 125.2442706 |
| Median Absolute Deviation (MAD) | 61.0666667 |
| Skewness | 0.373146439 |
| Sum | 248108.9 |
| Variance | 5793.001767 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 192.2 | 4 | 0.2% | |
| 38.03333333 | 3 | 0.1% | |
| 48.43333333 | 3 | 0.1% | |
| 128.3666667 | 3 | 0.1% | |
| 119.4666667 | 3 | 0.1% | |
| 96.96666667 | 3 | 0.1% | |
| 187.0333333 | 3 | 0.1% | |
| 117.6666667 | 3 | 0.1% | |
| 98.7 | 3 | 0.1% | |
| 150.6 | 3 | 0.1% | |
| Other values (1733) | 1950 | 77.7% | |
| (Missing) | 528 | 21.0% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 0.1 | 1 | < 0.1% | |
| 0.766666667 | 1 | < 0.1% | |
| 1.233333333 | 1 | < 0.1% | |
| 1.266666667 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 355.2 | 1 | < 0.1% | |
| 351 | 1 | < 0.1% | |
| 337.0333333 | 1 | < 0.1% | |
| 335.7333333 | 1 | < 0.1% | |
| 335.6 | 1 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 528 |
| Missing (%) | 21.0% |
| Memory size | 19.6 KiB |
| Deceased | |
|---|---|
| Living |
| Value | Count | Frequency (%) | |
| Deceased | 1144 | 45.6% | |
| Living | 837 | 33.4% | |
| (Missing) | 528 | 21.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 8 |
|---|---|
| Median length | 6 |
| Mean length | 6.280589876 |
| Min length | 3 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 529 |
| Missing (%) | 21.1% |
| Memory size | 19.6 KiB |
| Positive | |
|---|---|
| Negative |
| Value | Count | Frequency (%) | |
| Positive | 1040 | 41.5% | |
| Negative | 940 | 37.5% | |
| (Missing) | 529 | 21.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 6.945795138 |
| Min length | 3 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 529 |
| Missing (%) | 21.1% |
| Memory size | 19.6 KiB |
| Yes | |
|---|---|
| No | |
| (Missing) |
| Value | Count | Frequency (%) | |
| Yes | 1173 | 46.8% | |
| No | 807 | 32.2% | |
| (Missing) | 529 | 21.1% |
| Distinct | 1972 |
|---|---|
| Distinct (%) | 82.6% |
| Missing | 121 |
| Missing (%) | 4.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 108.8424874 |
|---|---|
| Minimum | 0 |
| Maximum | 384.21 |
| Zeros | 4 |
| Zeros (%) | 0.2% |
| Memory size | 19.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10.56 |
| Q1 | 40.56 |
| median | 99.095 |
| Q3 | 167.64 |
| 95-th percentile | 249.705 |
| Maximum | 384.21 |
| Range | 384.21 |
| Interquartile range (IQR) | 127.08 |
Descriptive statistics
| Standard deviation | 76.51949386 |
|---|---|
| Coefficient of variation (CV) | 0.7030296318 |
| Kurtosis | -0.6060913652 |
| Mean | 108.8424874 |
| Median Absolute Deviation (MAD) | 62.335 |
| Skewness | 0.5204076728 |
| Sum | 259915.86 |
| Variance | 5855.232941 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 27.63 | 5 | 0.2% | |
| 189.47 | 5 | 0.2% | |
| 0 | 4 | 0.2% | |
| 190.46 | 4 | 0.2% | |
| 32.11 | 4 | 0.2% | |
| 189.67 | 4 | 0.2% | |
| 160.23 | 4 | 0.2% | |
| 79.93 | 4 | 0.2% | |
| 100.66 | 4 | 0.2% | |
| 42.24 | 4 | 0.2% | |
| Other values (1962) | 2346 | 93.5% | |
| (Missing) | 121 | 4.8% |
| Value | Count | Frequency (%) | |
| 0 | 4 | 0.2% | |
| 0.03 | 1 | < 0.1% | |
| 0.1 | 1 | < 0.1% | |
| 0.33 | 1 | < 0.1% | |
| 0.36 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 384.21 | 1 | < 0.1% | |
| 370.03 | 1 | < 0.1% | |
| 359.08 | 1 | < 0.1% | |
| 346.38 | 1 | < 0.1% | |
| 332.93 | 1 | < 0.1% |
Relapse Free Status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 21 |
| Missing (%) | 0.8% |
| Memory size | 19.6 KiB |
| Not Recurred | |
|---|---|
| Recurred |
| Value | Count | Frequency (%) | |
| Not Recurred | 1486 | 59.2% | |
| Recurred | 1002 | 39.9% | |
| (Missing) | 21 | 0.8% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 12 |
|---|---|
| Median length | 12 |
| Mean length | 10.327222 |
| Min length | 3 |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| Female |
|---|
| Value | Count | Frequency (%) | |
| Female | 2509 | 100.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 745 |
| Missing (%) | 29.7% |
| Memory size | 19.6 KiB |
| ER+/HER2- Low Prolif | |
|---|---|
| ER+/HER2- High Prolif | |
| ER-/HER2- | |
| HER2+ |
| Value | Count | Frequency (%) | |
| ER+/HER2- Low Prolif | 640 | 25.5% | |
| ER+/HER2- High Prolif | 617 | 24.6% | |
| ER-/HER2- | 309 | 12.3% | |
| HER2+ | 198 | 7.9% | |
| (Missing) | 745 | 29.7% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 21 |
|---|---|
| Median length | 20 |
| Mean length | 12.65962535 |
| Min length | 3 |
| Distinct | 138 |
|---|---|
| Distinct (%) | 5.8% |
| Missing | 149 |
| Missing (%) | 5.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.22009322 |
|---|---|
| Minimum | 1 |
| Maximum | 182 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 19.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 17 |
| median | 22.41 |
| Q3 | 30 |
| 95-th percentile | 52 |
| Maximum | 182 |
| Range | 181 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 15.37088305 |
|---|---|
| Coefficient of variation (CV) | 0.5862253394 |
| Kurtosis | 17.8940317 |
| Mean | 26.22009322 |
| Median Absolute Deviation (MAD) | 7.41 |
| Skewness | 3.032791591 |
| Sum | 61879.42 |
| Variance | 236.2640457 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 20 | 269 | 10.7% | |
| 25 | 204 | 8.1% | |
| 15 | 186 | 7.4% | |
| 30 | 185 | 7.4% | |
| 18 | 86 | 3.4% | |
| 35 | 83 | 3.3% | |
| 22 | 82 | 3.3% | |
| 40 | 80 | 3.2% | |
| 16 | 70 | 2.8% | |
| 17 | 67 | 2.7% | |
| Other values (128) | 1048 | 41.8% | |
| (Missing) | 149 | 5.9% |
| Value | Count | Frequency (%) | |
| 1 | 10 | 0.4% | |
| 1.7 | 1 | < 0.1% | |
| 2 | 4 | 0.2% | |
| 2.12 | 1 | < 0.1% | |
| 2.3 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 182 | 1 | < 0.1% | |
| 180 | 1 | < 0.1% | |
| 160 | 1 | < 0.1% | |
| 150 | 1 | < 0.1% | |
| 130 | 3 | 0.1% |
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 721 |
| Missing (%) | 28.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.713646532 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros | 24 |
| Zeros (%) | 1.0% |
| Memory size | 19.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.6553072149 |
|---|---|
| Coefficient of variation (CV) | 0.3824051241 |
| Kurtosis | 0.2583928523 |
| Mean | 1.713646532 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.2214062069 |
| Sum | 3064 |
| Variance | 0.4294275459 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2 | 979 | 39.0% | |
| 1 | 630 | 25.1% | |
| 3 | 144 | 5.7% | |
| 0 | 24 | 1.0% | |
| 4 | 11 | 0.4% | |
| (Missing) | 721 | 28.7% |
| Value | Count | Frequency (%) | |
| 0 | 24 | 1.0% | |
| 1 | 630 | 25.1% | |
| 2 | 979 | 39.0% | |
| 3 | 144 | 5.7% | |
| 4 | 11 | 0.4% |
| Value | Count | Frequency (%) | |
| 4 | 11 | 0.4% | |
| 3 | 144 | 5.7% | |
| 2 | 979 | 39.0% | |
| 1 | 630 | 25.1% | |
| 0 | 24 | 1.0% |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 529 |
| Missing (%) | 21.1% |
| Memory size | 19.6 KiB |
| Living | |
|---|---|
| Died of Disease | |
| Died of Other Causes |
| Value | Count | Frequency (%) | |
| Living | 837 | 33.4% | |
| Died of Disease | 646 | 25.7% | |
| Died of Other Causes | 497 | 19.8% | |
| (Missing) | 529 | 21.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 20 |
|---|---|
| Median length | 6 |
| Mean length | 10.45795138 |
| Min length | 3 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| Patient ID | Age at Diagnosis | Type of Breast Surgery | Cancer Type | Cancer Type Detailed | Cellularity | Chemotherapy | Pam50 + Claudin-low subtype | Cohort | ER status measured by IHC | ER Status | Neoplasm Histologic Grade | HER2 status measured by SNP6 | HER2 Status | Tumor Other Histologic Subtype | Hormone Therapy | Inferred Menopausal State | Integrative Cluster | Primary Tumor Laterality | Lymph nodes examined positive | Mutation Count | Nottingham prognostic index | Oncotree Code | Overall Survival (Months) | Overall Survival Status | PR Status | Radio Therapy | Relapse Free Status (Months) | Relapse Free Status | Sex | 3-Gene classifier subtype | Tumor Size | Tumor Stage | Patient's Vital Status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | MB-0000 | 75.65 | Mastectomy | Breast Cancer | Breast Invasive Ductal Carcinoma | NaN | No | claudin-low | 1.0 | Positve | Positive | 3.0 | Neutral | Negative | Ductal/NST | Yes | Post | 4ER+ | Right | 10.0 | NaN | 6.044 | IDC | 140.500000 | Living | Negative | Yes | 138.65 | Not Recurred | Female | ER-/HER2- | 22.0 | 2.0 | Living |
| 1 | MB-0002 | 43.19 | Breast Conserving | Breast Cancer | Breast Invasive Ductal Carcinoma | High | No | LumA | 1.0 | Positve | Positive | 3.0 | Neutral | Negative | Ductal/NST | Yes | Pre | 4ER+ | Right | 0.0 | 2.0 | 4.020 | IDC | 84.633333 | Living | Positive | Yes | 83.52 | Not Recurred | Female | ER+/HER2- High Prolif | 10.0 | 1.0 | Living |
| 2 | MB-0005 | 48.87 | Mastectomy | Breast Cancer | Breast Invasive Ductal Carcinoma | High | Yes | LumB | 1.0 | Positve | Positive | 2.0 | Neutral | Negative | Ductal/NST | Yes | Pre | 3 | Right | 1.0 | 2.0 | 4.030 | IDC | 163.700000 | Deceased | Positive | No | 151.28 | Recurred | Female | NaN | 15.0 | 2.0 | Died of Disease |
| 3 | MB-0006 | 47.68 | Mastectomy | Breast Cancer | Breast Mixed Ductal and Lobular Carcinoma | Moderate | Yes | LumB | 1.0 | Positve | Positive | 2.0 | Neutral | Negative | Mixed | Yes | Pre | 9 | Right | 3.0 | 1.0 | 4.050 | MDLC | 164.933333 | Living | Positive | Yes | 162.76 | Not Recurred | Female | NaN | 25.0 | 2.0 | Living |
| 4 | MB-0008 | 76.97 | Mastectomy | Breast Cancer | Breast Mixed Ductal and Lobular Carcinoma | High | Yes | LumB | 1.0 | Positve | Positive | 3.0 | Neutral | Negative | Mixed | Yes | Post | 9 | Right | 8.0 | 2.0 | 6.080 | MDLC | 41.366667 | Deceased | Positive | Yes | 18.55 | Recurred | Female | ER+/HER2- High Prolif | 40.0 | 2.0 | Died of Disease |
| 5 | MB-0010 | 78.77 | Mastectomy | Breast Cancer | Breast Invasive Ductal Carcinoma | Moderate | No | LumB | 1.0 | Positve | Positive | 3.0 | Neutral | Negative | Ductal/NST | Yes | Post | 7 | Left | 0.0 | 4.0 | 4.062 | IDC | 7.800000 | Deceased | Positive | Yes | 2.89 | Recurred | Female | ER+/HER2- High Prolif | 31.0 | 4.0 | Died of Disease |
| 6 | MB-0014 | 56.45 | Breast Conserving | Breast Cancer | Breast Invasive Ductal Carcinoma | Moderate | Yes | LumB | 1.0 | Positve | Positive | 2.0 | Loss | Negative | Ductal/NST | Yes | Post | 3 | Right | 1.0 | 4.0 | 4.020 | IDC | 164.333333 | Living | Positive | Yes | 162.17 | Not Recurred | Female | NaN | 10.0 | 2.0 | Living |
| 7 | MB-0020 | 70.00 | Mastectomy | Breast Cancer | Breast Invasive Lobular Carcinoma | High | Yes | Normal | 1.0 | Negative | Negative | 3.0 | Neutral | Negative | Lobular | No | Post | 4ER- | Left | NaN | NaN | 6.130 | ILC | 22.400000 | Deceased | Negative | Yes | 11.74 | Recurred | Female | ER-/HER2- | 65.0 | 3.0 | Died of Disease |
| 8 | MB-0022 | 89.08 | Breast Conserving | Breast Cancer | Breast Mixed Ductal and Lobular Carcinoma | Moderate | No | claudin-low | 1.0 | Positve | Positive | 2.0 | Neutral | Negative | Mixed | Yes | Post | 3 | Left | 1.0 | 1.0 | 4.058 | MDLC | 99.533333 | Deceased | Negative | Yes | 98.22 | Not Recurred | Female | NaN | 29.0 | 2.0 | Died of Other Causes |
| 9 | MB-0025 | 76.24 | NaN | Breast Cancer | Breast Invasive Ductal Carcinoma | NaN | NaN | NaN | 1.0 | Positve | Positive | 3.0 | NaN | NaN | Ductal/NST | NaN | NaN | NaN | NaN | 11.0 | 5.0 | 6.680 | IDC | NaN | NaN | NaN | NaN | 126.32 | Recurred | Female | NaN | 34.0 | 2.0 | NaN |
Last rows
| Patient ID | Age at Diagnosis | Type of Breast Surgery | Cancer Type | Cancer Type Detailed | Cellularity | Chemotherapy | Pam50 + Claudin-low subtype | Cohort | ER status measured by IHC | ER Status | Neoplasm Histologic Grade | HER2 status measured by SNP6 | HER2 Status | Tumor Other Histologic Subtype | Hormone Therapy | Inferred Menopausal State | Integrative Cluster | Primary Tumor Laterality | Lymph nodes examined positive | Mutation Count | Nottingham prognostic index | Oncotree Code | Overall Survival (Months) | Overall Survival Status | PR Status | Radio Therapy | Relapse Free Status (Months) | Relapse Free Status | Sex | 3-Gene classifier subtype | Tumor Size | Tumor Stage | Patient's Vital Status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2499 | MTS-T2423 | 76.22 | NaN | Breast Cancer | Invasive Breast Carcinoma | NaN | NaN | NaN | 1.0 | Negative | Negative | 3.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 8.0 | 4.62 | BRCA | NaN | NaN | NaN | NaN | 46.88 | Recurred | Female | NaN | 31.0 | 2.0 | NaN |
| 2500 | MTS-T2424 | 69.00 | NaN | Breast Cancer | Breast Invasive Ductal Carcinoma | NaN | NaN | NaN | 9.0 | Negative | Negative | 3.0 | NaN | NaN | Ductal/NST | NaN | NaN | NaN | NaN | 2.0 | 3.0 | NaN | IDC | NaN | NaN | NaN | NaN | 55.63 | Recurred | Female | NaN | 28.0 | 2.0 | NaN |
| 2501 | MTS-T2425 | 72.00 | NaN | Breast Cancer | Breast Invasive Ductal Carcinoma | NaN | NaN | NaN | 9.0 | Negative | Negative | 3.0 | NaN | NaN | Ductal/NST | NaN | NaN | NaN | NaN | 0.0 | NaN | NaN | IDC | NaN | NaN | NaN | NaN | 54.90 | Not Recurred | Female | NaN | 23.0 | NaN | NaN |
| 2502 | MTS-T2426 | 64.35 | NaN | Breast Cancer | Invasive Breast Carcinoma | NaN | NaN | NaN | 1.0 | Positve | Positive | 3.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 2.0 | 4.38 | BRCA | NaN | NaN | NaN | NaN | 72.76 | Not Recurred | Female | NaN | 19.0 | 2.0 | NaN |
| 2503 | MTS-T2427 | 67.58 | NaN | Breast Cancer | Invasive Breast Carcinoma | NaN | NaN | NaN | 1.0 | Positve | Positive | 1.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | NaN | 2.18 | BRCA | NaN | NaN | NaN | NaN | 62.43 | Not Recurred | Female | NaN | 9.0 | 1.0 | NaN |
| 2504 | MTS-T2428 | 70.05 | NaN | Breast Cancer | Invasive Breast Carcinoma | NaN | NaN | NaN | 1.0 | Positve | Positive | 1.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 2.0 | 2.54 | BRCA | NaN | NaN | NaN | NaN | 4.93 | Recurred | Female | NaN | 27.0 | 1.0 | NaN |
| 2505 | MTS-T2429 | 63.60 | NaN | Breast Cancer | Invasive Breast Carcinoma | NaN | NaN | NaN | 1.0 | Positve | Positive | 2.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 4.0 | 4.56 | BRCA | NaN | NaN | NaN | NaN | 16.18 | Recurred | Female | NaN | 28.0 | 2.0 | NaN |
| 2506 | MTS-T2430 | NaN | NaN | Breast Cancer | Invasive Breast Carcinoma | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 6.0 | NaN | BRCA | NaN | NaN | NaN | NaN | NaN | NaN | Female | NaN | NaN | 0.0 | NaN |
| 2507 | MTS-T2431 | NaN | NaN | Breast Cancer | Invasive Breast Carcinoma | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 7.0 | NaN | BRCA | NaN | NaN | NaN | NaN | NaN | NaN | Female | NaN | NaN | 0.0 | NaN |
| 2508 | MTS-T2432 | NaN | NaN | Breast Cancer | Invasive Breast Carcinoma | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 5.0 | NaN | BRCA | NaN | NaN | NaN | NaN | NaN | NaN | Female | NaN | NaN | 0.0 | NaN |